'Progression towards the minimum': the importance of standardizing the priming volume during the indirect measurement of intra-abdominal pressures.
Bibliographic record
Abstract
The abdominal compartment syndrome is a state of serious organ dysfunction. The syndrome results from sustained intra-abdominal hypertension, which is indirectly identified by measuring intra-bladder pressures (IBPs) using various priming volumes. This technique is poorly standardized across published data. Malbrain and Deeren have identified the risk of falsely elevated IBPs with instillation priming volumes greater than 50 ml. This overestimation appears to increase with larger priming aliquots. As a result, erroneous IBP measurements may incorrectly label a patient with the abdominal compartment syndrome, and therefore subject them to the potential complications of surgical and/or medical decompression techniques. The utility and benefit of using continuous IBP monitoring is discussed. These data require confirmation in other patient subgroups with younger ages, altered body mass indices and varied diagnoses.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".